{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3a703d7f-6a35-4568-8883-a484caf94cf6",
   "metadata": {},
   "source": [
    "### 代码练习：分割砂岩截面图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f093ff8d-0348-4ffd-9f83-d76e15eaf07c",
   "metadata": {},
   "source": [
    "#### create_clf.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d570033d-d377-45fb-b8cf-ea140e72278a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "图像形状:(1024,996)\n",
      "完成从砂岩截面图1及其对应分区中获取X和y\n",
      "完成train_test_split\n",
      "完成随机森林模型clf的训练\n",
      "准确率: 0.9713437830912632\n",
      "已保存随机森林模型到硬盘\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "from skimage.filters import sobel,sobel_h,sobel_v\n",
    "from skimage import io\n",
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import pickle\n",
    "\n",
    "#读入图像\n",
    "#img = io.imread(\"Sandstone_1.tif\")\n",
    "img = cv.imread(\"Sandstone_1.tif\",0)\n",
    "img_1 = cv.imread(\"Sandstone_1_segment.tif\",0)\n",
    "#print(img)\n",
    "h, w = img.shape #获取图像的高，宽\n",
    "print(\"图像形状:({height},{width})\".format(height=h,width=w))\n",
    "\n",
    "#添加特征\n",
    "img1 = cv.filter2D(img, -1, np.ones((5,5))/25) #均值滤波\n",
    "img2 = cv.GaussianBlur(img,(5,5),0) #高斯滤波\n",
    "img3 = sobel(img) #sobel滤波\n",
    "img4 = cv.Canny(img,100,200) #Canny滤波\n",
    "\n",
    "#将图像拉直\n",
    "x = img.reshape(-1,1)\n",
    "x1 = img1.reshape(-1,1)\n",
    "x2 = img2.reshape(-1,1)\n",
    "x3 = img3.reshape(-1,1)\n",
    "x4 = img4.reshape(-1,1)\n",
    "\n",
    "#获取X和y\n",
    "X = np.concatenate((x, x1, x2, x3, x4), axis=1) # 轴1就是横向，横向拼接;或np.hstack((x,x1,x2,x3,x4))\n",
    "y = img_1.ravel()\n",
    "print(\"完成从砂岩截面图1及其对应分区中获取X和y\")\n",
    "\n",
    "#train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30)\n",
    "print(\"完成train_test_split\")\n",
    "\n",
    "#创建随机森林模型\n",
    "clf = RandomForestClassifier()\n",
    "clf.fit(X_train, y_train)\n",
    "print(\"完成随机森林模型clf的训练\")\n",
    "\n",
    "#获得算法的准确率\n",
    "acc = clf.score(X_test, y_test)\n",
    "print(\"准确率:\",acc)\n",
    "\n",
    "#保存\n",
    "model=RandomForestClassifier().fit(X_train, y_train)\n",
    "with open(\"clf\", 'wb') as f: \n",
    "    pickle.dump(model, f)\n",
    "print(\"已保存随机森林模型到硬盘\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6edff97-b42d-4005-b6fa-813f227f164b",
   "metadata": {},
   "source": [
    "#### 参考答案"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1db3428d-d9ab-47ed-85c4-6214fdc2dabb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: python_utils in /opt/conda/lib/python3.9/site-packages (3.4.5)\n",
      "Requirement already satisfied: opencv-python in /opt/conda/lib/python3.9/site-packages (4.6.0.66)\n",
      "Requirement already satisfied: numpy>=1.17.3 in /opt/conda/lib/python3.9/site-packages (from opencv-python) (1.19.5)\n"
     ]
    }
   ],
   "source": [
    "!pip install python_utils\n",
    "!pip install opencv-python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6d587ec3-95c6-4f7e-8585-07b2d651018b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "import pickle\n",
    "import util\n",
    "\n",
    "img_path = 'img/Sandstone_1.tif' # 原始砂岩图像路径\n",
    "img_mask_path = 'img/Sandstone_1_segment.tif' # 原始砂岩像素对应分割掩模\n",
    "\n",
    "img = cv.imread(img_path, 0) # 以灰度图形式读取图像\n",
    "print(\"图像形状:\",img.shape)\n",
    "mask = cv.imread(img_mask_path, 0)\n",
    "\n",
    "X,y = util.getXy(img, mask)\n",
    "print(f\"完成从砂岩截面图1及其对应分区中获取X:{X.shape}和y:{y.shape}\")\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30)\n",
    "print(\"完成train_test_split\")\n",
    "clf = RandomForestClassifier(n_estimators = 300)\n",
    "clf.fit(X_train, y_train)\n",
    "print(\"完成随机森林模型clf的训练\")\n",
    "acc = clf.score(X_test, y_test)\n",
    "print(\"准确率: \", acc)\n",
    "\n",
    "with open(\"clf\", 'wb') as f:\n",
    "    pickle.dump(clf, f)\n",
    "    print(\"已保存保存随机森林模型clf到硬盘\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e92c460-2889-411d-8239-a8c1495d9f42",
   "metadata": {},
   "source": [
    "#### segment.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "7de89585-c430-4ad8-b2e6-4ed792c54576",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x504 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage.filters import sobel\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2 as cv\n",
    "import numpy as np\n",
    "import pickle\n",
    "\n",
    "#读入图像\n",
    "#img = io.imread(\"Sandstone_1.tif\")\n",
    "img = cv.imread(\"Sandstone_2.tif\",0)\n",
    "img_1 = cv.imread(\"Sandstone_2_segment.tif\",0)\n",
    "h, w = img.shape #获取图像的高，宽\n",
    "\n",
    "#添加特征\n",
    "img1 = cv.filter2D(img, -1, np.ones((5,5))/25) #均值滤波\n",
    "img2 = cv.GaussianBlur(img,(5,5),0) #高斯滤波\n",
    "img3 = sobel(img) #sobel滤波\n",
    "img4 = cv.Canny(img,100,200) #Canny滤波\n",
    "\n",
    "#将图像拉直\n",
    "x = img.reshape(-1,1)\n",
    "x1 = img1.reshape(-1,1)\n",
    "x2 = img2.reshape(-1,1)\n",
    "x3 = img3.reshape(-1,1)\n",
    "x4 = img4.reshape(-1,1)\n",
    "\n",
    "X = np.concatenate((x, x1, x2, x3, x4), axis=1)\n",
    "\n",
    "with open(\"clf\", 'rb') as f:\n",
    "   clf = pickle.load(f)\n",
    "prediction = clf.predict(X)\n",
    "acc = np.mean(prediction == img_1.ravel())\n",
    "\n",
    "fg,ax = plt.subplots(1,3,figsize = (14,7))\n",
    "ax[0].imshow(img,cmap = 'gray')\n",
    "ax[0].set_title(\"original image\")\n",
    "\n",
    "ax[1].imshow(img,cmap = 'gray')\n",
    "ax[1].set_title(\"segement\")\n",
    "\n",
    "ax[2].imshow(prediction.reshape(1024,996),cmap = 'gray')\n",
    "ax[2].set_title(\"segement(acc:{0:0.3f})\".format(acc))\n",
    "\n",
    "plt.savefig('out.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5c1b27b-6651-4adc-87cf-a8409a3fd904",
   "metadata": {},
   "source": [
    "#### 参考答案"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "66b228fb-8b9f-4317-acc5-b90a687b3417",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt\n",
    "import util\n",
    "import pickle\n",
    "import numpy as np\n",
    "\n",
    "img = cv.imread('img/Sandstone_2.tif', 0) # 读取第二幅图像\n",
    "mask = cv.imread('img/Sandstone_2_segment.tif', 0) # 读取其对应的分割掩模，用来之后作对比\n",
    "\n",
    "X,_ = util.getXy(img) #把图片修改成与模型对应的训练数据一致的模式\n",
    "\n",
    "with open(\"clf\", 'rb') as f:\n",
    "    clf = pickle.load(f) # 载入模型\n",
    "img2 = clf.predict(X)    # 用模型预测第二幅图像对应的分割掩模\n",
    "img2 = img2.reshape(img.shape) # 把掩模还原成图像正常的结构\n",
    "\n",
    "# 显示新图，新图标准掩模 和 新图预测掩模\n",
    "fg,ax=plt.subplots(1,3,figsize=(15,5))\n",
    "ax[0].imshow(img,cmap='gray')\n",
    "ax[0].set_title(\"original image\",size=20)\n",
    "ax[1].imshow(mask,cmap='gray')\n",
    "ax[1].set_title(\"mask\",size=20)\n",
    "acc = np.sum(img2==mask)/img2.size\n",
    "ax[2].imshow(img2,cmap='gray')\n",
    "ax[2].set_title(f\"segmentation(acc:{acc:0.3f})\",size=20)\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
